{"id":"W4394771933","doi":"10.1109/icelet62507.2024.10493063","title":"A Framework for Customized Course Design and Personalized Learning with AI","year":2024,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Course (navigation); Computer science; Human–computer interaction; Multimedia; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003741935,0.00009799621,0.0001413003,0.00005227598,0.0001142768,0.0004178763,0.0001524666,0.00005081824,0.00001536846],"category_scores_gemma":[0.00007821929,0.00006683175,0.0000410364,0.0002209019,0.00004345535,0.0001600489,0.00003679211,0.0002650197,0.00001536594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009447542,"about_ca_system_score_gemma":0.000130475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003231511,"about_ca_topic_score_gemma":4.196601e-7,"domain_scores_codex":[0.9992677,0.00005986149,0.00008167416,0.0002854577,0.0001251667,0.0001801417],"domain_scores_gemma":[0.9991329,0.0006124775,0.00001979354,0.0001194154,0.00004791468,0.00006746232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007973144,0.00003445626,0.0002298752,0.0000744389,0.000115829,0.00003565009,0.001542128,0.00559658,0.00005077159,0.9505299,0.002111221,0.03959947],"study_design_scores_gemma":[0.0004743636,0.0001852468,0.00001391875,0.0001109234,0.00003246609,0.000021062,0.00009229346,0.963582,0.0000298,0.02151149,0.01382176,0.0001247013],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007640715,0.0004791561,0.9826874,0.01533578,0.00006240569,0.0001218459,2.799396e-7,0.0004121998,0.0001368409],"genre_scores_gemma":[0.2007857,0.00002116065,0.7928072,0.0004335239,0.00007278106,0.00001323058,8.911227e-7,0.00001333263,0.005852146],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9579854,"threshold_uncertainty_score":0.4029591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940594049569438,"score_gpt":0.3174310513319215,"score_spread":0.2980251108362271,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}